Algorithm Accuracy Precision Recall F1 AUC
0 GODE 0.999 1.000 0.980 0.990 1.000
1 LOF (Breunig et al., 2000) 0.991 0.920 0.902 0.911 0.998
2 kNN (Ramaswamy et al., 2000) 0.991 0.920 0.902 0.911 0.997
3 CBLOF (He et al., 2003) 0.969 0.700 0.686 0.693 0.959
4 OCSVM (Sch ̈olkopf et al., 2001) 0.923 0.370 0.725 0.490 0.864
5 MCD (Hardin and Rocke, 2004) 0.999 1.000 0.980 0.990 1.000
6 Feature Bagging (Lazarevic and Kumar, 2005) 0.993 0.940 0.922 0.931 0.997
7 ABOD (Kriegel et al., 2008) 0.973 0.740 0.725 0.733 0.990
8 Isolation Forest (Liu et al., 2008) 0.987 0.880 0.863 0.871 0.996
9 HBOS (Goldstein and Dengel, 2012) 0.972 0.926 0.490 0.641 0.864
10 SOS (Janssens et al., 2012) 0.907 0.080 0.078 0.079 0.542
11 SO-GAAL (Liu et al., 2019) 0.946 0.468 0.431 0.449 0.575
12 MO-GAAL (Liu et al., 2019) 0.947 0.478 0.431 0.454 0.576
13 LSCP (Zhao et al., 2019) 0.985 0.860 0.843 0.851 0.999
Algorithm Accuracy Precision Recall F1 AUC
0 GODE 0.961 0.600 0.612 0.606 0.893
1 LOF (Breunig et al., 2000) 0.921 0.200 0.204 0.202 0.664
2 kNN (Ramaswamy et al., 2000) 0.947 0.460 0.469 0.465 0.848
3 CBLOF (He et al., 2003) 0.911 0.100 0.102 0.101 0.533
4 OCSVM (Sch ̈olkopf et al., 2001) 0.893 0.210 0.429 0.282 0.789
5 MCD (Hardin and Rocke, 2004) 0.911 0.100 0.102 0.101 0.454
6 Feature Bagging (Lazarevic and Kumar, 2005) 0.921 0.200 0.204 0.202 0.678
7 ABOD (Kriegel et al., 2008) 0.951 0.500 0.510 0.505 0.864
8 Isolation Forest (Liu et al., 2008) 0.925 0.240 0.245 0.242 0.618
9 HBOS (Goldstein and Dengel, 2012) 0.921 0.105 0.082 0.092 0.530
10 SOS (Janssens et al., 2012) 0.941 0.400 0.408 0.404 0.844
11 SO-GAAL (Liu et al., 2019) 0.951 0.000 0.000 0.000 0.464
12 MO-GAAL (Liu et al., 2019) 0.951 0.000 0.000 0.000 0.510
13 LSCP (Zhao et al., 2019) 0.947 0.460 0.469 0.465 0.849
Algorithm Accuracy Precision Recall F1 AUC
0 GODE 0.988 0.864 0.900 0.882 0.996
1 LOF (Breunig et al., 2000) 0.943 0.413 0.433 0.423 0.819
2 kNN (Ramaswamy et al., 2000) 0.987 0.849 0.892 0.870 0.984
3 CBLOF (He et al., 2003) 0.981 0.786 0.825 0.805 0.971
4 OCSVM (Sch ̈olkopf et al., 2001) 0.917 0.323 0.675 0.437 0.858
5 MCD (Hardin and Rocke, 2004) 0.978 0.762 0.800 0.780 0.972
6 Feature Bagging (Lazarevic and Kumar, 2005) 0.949 0.468 0.492 0.480 0.834
7 ABOD (Kriegel et al., 2008) 0.979 0.770 0.808 0.789 0.972
8 Isolation Forest (Liu et al., 2008) 0.972 0.698 0.733 0.715 0.968
9 HBOS (Goldstein and Dengel, 2012) 0.932 0.302 0.317 0.309 0.859
10 SOS (Janssens et al., 2012) 0.909 0.071 0.075 0.073 0.557
11 SO-GAAL (Liu et al., 2019) 0.952 0.000 0.000 0.000 0.673
12 MO-GAAL (Liu et al., 2019) 0.952 0.000 0.000 0.000 0.660
13 LSCP (Zhao et al., 2019) 0.982 0.802 0.842 0.821 0.982 
ValueError: k must be an integer or a sequence of integers